{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from minepy import MINE\n",
    "from joblib  import Parallel,delayed\n",
    "import numpy as np\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mic(x,y):\n",
    "    '''输入为dataframe'''\n",
    "    if type(x) == pd.DataFrame:\n",
    "        x = x.prob.values.ravel()\n",
    "        y = y.prob.values.ravel()\n",
    "    m = MINE(est ='mic_e')\n",
    "    m.compute_score(x,y)\n",
    "    return m.mic()\n",
    "\n",
    "def cal_raw(x,pred_list):\n",
    "    result = Parallel(n_jobs=len(pred_list),verbose=10)(delayed(mic)(x,y) for y in pred_list)\n",
    "    return result\n",
    "\n",
    "def cal_matrix(pred_list):\n",
    "    result = Parallel(n_jobs=len(pred_list),verbose=10)(delayed(cal_raw)(x,pred_list) for x in pred_list)\n",
    "    return np.array(result)\n",
    "\n",
    "def plot_mic_matrix(mic_matrix,ticks):\n",
    "    plt.figure(figsize=(16,16))\n",
    "    plt.xticks(fontsize=20)\n",
    "    plt.yticks(fontsize=20)\n",
    "    sns.heatmap(mic_matrix,linewidths=1,vmax=1.0,\n",
    "            square=True,linecolor='white',annot=True,xticklabels=ticks,yticklabels =ticks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "xgb_pred0829 = pd.read_csv('../3.predict_test/models_for_blending/xgb_pred0829/voting_pred.txt')\n",
    "gbc_pred0819 = pd.read_csv('../3.predict_test/models_for_blending/gbc_pred0819/gbc_pred.csv')\n",
    "lgb_pred_en_8079 = pd.read_csv('../3.predict_test/models_for_blending/lgb_pred_en_8079/pred.txt')\n",
    "lgb_pred_0819 = pd.read_csv('../3.predict_test/models_for_blending/lgb_pred_0819/lgb_pred.txt')\n",
    "lgb_pred_080971 = pd.read_csv('../3.predict_test/models_for_blending/lgb_pred_080971/lgb_pred.txt')\n",
    "# voting_pred_08121 = pd.read_csv('./preds_for_bagging/voting_pred_08121.txt')\n",
    "lgb0_pred_0817 = pd.read_csv('../3.predict_test/models_for_blending/lgb0_pred_0817/lgb0_pred')\n",
    "xgb_pred_330_08242 = pd.read_csv('../3.predict_test/models_for_blending/xgb_pred_330_08242/xgb_pred_330.txt')\n",
    "xgbtest1_pred_083046 = pd.read_csv('../3.predict_test/models_for_blending/xgb_pred0829/blending_pred.txt')\n",
    "semi_pred1 = pd.read_csv('../3.predict_test/models_for_blending/semi_learning/pred1.txt')\n",
    "semi_pred2 = pd.read_csv('../3.predict_test/models_for_blending/semi_learning/pred2.txt')\n",
    "tes1_pred = pd.read_csv('../3.predict_test/tes1_pred.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_list = [xgb_pred0829,gbc_pred0819,lgb_pred_en_8079,\n",
    "              lgb_pred_0819,lgb_pred_080971,lgb0_pred_0817,\n",
    "              xgb_pred_330_08242,xgbtest1_pred_083046,semi_pred1,semi_pred2,tes1_pred]\n",
    "\n",
    "file_names = ['xgb_pred0829','gbc_pred0819','lgb_pred_en_8079',\n",
    "              'lgb_pred_0819','lgb_pred_080971','lgb0_pred_0817',\n",
    "              'xgb_pred_330_08242','xgbtest1_pred_083046','semi_pred1','semi_pred2','tes1_pred']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=11)]: Using backend LokyBackend with 11 concurrent workers.\n",
      "[Parallel(n_jobs=11)]: Done   2 out of  11 | elapsed:   41.7s remaining:  3.1min\n",
      "[Parallel(n_jobs=11)]: Done   4 out of  11 | elapsed:   42.0s remaining:  1.2min\n",
      "[Parallel(n_jobs=11)]: Done   6 out of  11 | elapsed:   42.2s remaining:   35.1s\n",
      "[Parallel(n_jobs=11)]: Done   8 out of  11 | elapsed:   42.3s remaining:   15.9s\n",
      "[Parallel(n_jobs=11)]: Done  11 out of  11 | elapsed:   43.1s finished\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mic_matrix = cal_matrix(pred_list)\n",
    "plot_mic_matrix(mic_matrix,file_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = pd.DataFrame()\n",
    "pred['id'] = xgb_pred0829.id\n",
    "pred['prob'] = (3*xgb_pred0829.prob + gbc_pred0819.prob +\n",
    "    lgb_pred_en_8079.prob + lgb_pred_0819.prob +\n",
    "    lgb_pred_080971.prob )\n",
    "pred.to_csv('tes1_pred.txt',index=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0.82382684197823"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = pd.DataFrame()\n",
    "pred['id'] = xgb_pred0829.id\n",
    "pred['prob'] = (xgbtest1_pred_083046.prob + gbc_pred0819.prob +\n",
    "    lgb_pred_0819.prob + lgb0_pred_0817.prob )\n",
    "pred.to_csv('tes2_pred.txt',index=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0.8248"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = pd.DataFrame()\n",
    "pred['id'] = xgb_pred0829.id\n",
    "pred['prob'] = (xgbtest1_pred_083046.prob.rank() + gbc_pred0819.prob.rank() +\n",
    "    lgb_pred_0819.prob.rank() + lgb0_pred_0817.prob.rank() )\n",
    "pred.to_csv('tes3_pred.txt',index=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0.8253103065346"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = pd.DataFrame()\n",
    "pred['id'] = xgb_pred0829.id\n",
    "pred['prob'] = (xgbtest1_pred_083046.prob.rank() + gbc_pred0819.prob.rank() +\n",
    "    lgb_pred_0819.prob.rank() + lgb0_pred_0817.prob.rank() + xgb_pred_330_08242.prob.rank())\n",
    "pred.to_csv('tes4_pred.txt',index=False) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = pd.DataFrame()\n",
    "pred['id'] = xgb_pred0829.id\n",
    "pred['prob'] = (xgbtest1_pred_083046.prob.rank() + gbc_pred0819.prob.rank() +\n",
    "    lgb_pred_0819.prob.rank() + lgb0_pred_0817.prob.rank() + xgb_pred_330_08242.prob.rank())\n",
    "pred.to_csv('tes4_pred.txt',index=False) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = pd.DataFrame()\n",
    "pred['id'] = xgb_pred0829.id\n",
    "pred['prob'] = (xgbtest1_pred_083046.prob.rank() + gbc_pred0819.prob.rank() +\n",
    "    lgb_pred_0819.prob.rank() + xgb_pred_330_08242.prob.rank() + semi_pred1.prob.rank())\n",
    "pred.to_csv('tes6_pred.txt',index=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0.82608480361357"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# test7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = pd.DataFrame()\n",
    "pred['id'] = xgb_pred0829.id\n",
    "pred['prob'] = (tes1_pred.prob.rank() + gbc_pred0819.prob.rank() +\n",
    "    lgb_pred_0819.prob.rank() + xgb_pred_330_08242.prob.rank() + semi_pred2.prob.rank())\n",
    "pred.to_csv('tes7_pred.txt',index=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "0.8260"
   ]
  }
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